{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "   ###  2D Stochastic Gaussian Simulation in Python for Engineers and Geoscientists \n",
    "\n",
    "### with GSLIB's IK3D Program Converted to Python\n",
    "\n",
    "#### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "\n",
    "\n",
    "#### Contacts: [Twitter/@GeostatsGuy](https://twitter.com/geostatsguy) | [GitHub/GeostatsGuy](https://github.com/GeostatsGuy) | [www.michaelpyrcz.com](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446)\n",
    "\n",
    "This is the test of the IK3D GSLIB (Deutsch and Journel, 1997) reimplimented in Python (Michael Pyrcz). It will be added shortly to GeostatsPy.\n",
    "\n",
    "\n",
    "### Explanation of GeostatsPy\n",
    "\n",
    "GeostatsPy includes functions that run 2D workflows in GSLIB from Python (i.e. low tech wrappers), Python translations and in some cases reimplementations of GSLIB methods, along with utilities to move between GSLIB's Geo-EAS data sets and Pandas DataFrames, and grids and 2D NumPy ndarrays respectively and other useful operations such as resampling from regular datasets and rescaling distributions.  \n",
    "\n",
    "The reimplementations as of now include NSCORE, GAM, GAMV, DECLUS and most of the visualizations using the standard GSLIB parametric inputs and matplotlib back end. The low tech wrappers simply write the GSLIB parameters, run the GSLIB executables and then read in the GSLIB output. This allows for construction of Python workflows with the very robust GSLIB programs.\n",
    "\n",
    "#### Why make this package? \n",
    "\n",
    "I wanted a set of functions for working with the very robust and numerically efficient GSLIB: Geostatistical Library (Deutsch and Journel, 1998) in Python.  While there are other current solutions in Python.  I found that these solutions are either proprietary (not open source), not maintained or missing vital functionality; therefore, I have not been able to use these other solutions to teach modeling workflows to students with little or no programming experience.  Imagine getting 55 undergraduate students to role back to a previous version on Python because a single dependency of an available package is not available in a current Python version.  Image a student about to submit an assignment, and the code won't run immediately before submission because of an update to a dependency. I need methods for my students that just work, are reliable and do not require students to complete a more complicated environment setup.\n",
    "\n",
    "\n",
    "#### Load the required libraries\n",
    "\n",
    "The following code loads the required libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os                                                 # to set current working directory \n",
    "import numpy as np                                        # arrays and matrix math\n",
    "import pandas as pd                                       # DataFrames\n",
    "import matplotlib.pyplot as plt                           # plotting\n",
    "\n",
    "import geostatspy.geostats as geostats\n",
    "import geostatspy.GSLIB as GSLIB"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Set the working directory\n",
    "\n",
    "I always like to do this so I don't lose files and to simplify subsequent read and writes (avoid including the full address each time). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(\"C:/Users/mpyrc/OneDrive - The University of Texas at Austin/Courses/PGE383_Spring2019/Example\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Loading Tabular Data\n",
    "\n",
    "Here's the command to load our comma delimited data file in to a Pandas' DataFrame object.  For fun try misspelling the name. You will get an ugly, long error. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('12_sample_data.csv')     # load our data table (wrong name!)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We loaded our file into our DataFrame called 'df'. But how do you really know that it worked? Visualizing the DataFrame would be useful and we already leard about these methods in this demo (https://git.io/fNgRW). \n",
    "\n",
    "We can preview the DataFrame by printing a slice or by utilizing the 'head' DataFrame member function (with a nice and clean format, see below). With the slice we could look at any subset of the data table and with the head command, add parameter 'n=13' to see the first 13 rows of the dataset.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "      <th>AI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>50</td>\n",
       "      <td>900</td>\n",
       "      <td>1</td>\n",
       "      <td>0.220761</td>\n",
       "      <td>140.021266</td>\n",
       "      <td>3413.063944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>850</td>\n",
       "      <td>1</td>\n",
       "      <td>0.237154</td>\n",
       "      <td>39.837129</td>\n",
       "      <td>3074.562617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>50</td>\n",
       "      <td>800</td>\n",
       "      <td>1</td>\n",
       "      <td>0.234352</td>\n",
       "      <td>84.992437</td>\n",
       "      <td>2292.783358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>50</td>\n",
       "      <td>750</td>\n",
       "      <td>1</td>\n",
       "      <td>0.244553</td>\n",
       "      <td>90.632307</td>\n",
       "      <td>2494.848885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>50</td>\n",
       "      <td>700</td>\n",
       "      <td>1</td>\n",
       "      <td>0.231787</td>\n",
       "      <td>811.547979</td>\n",
       "      <td>2522.063995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>50</td>\n",
       "      <td>650</td>\n",
       "      <td>1</td>\n",
       "      <td>0.233280</td>\n",
       "      <td>426.992456</td>\n",
       "      <td>3964.185956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>50</td>\n",
       "      <td>550</td>\n",
       "      <td>1</td>\n",
       "      <td>0.234423</td>\n",
       "      <td>2398.406492</td>\n",
       "      <td>3318.885844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>50</td>\n",
       "      <td>500</td>\n",
       "      <td>1</td>\n",
       "      <td>0.219657</td>\n",
       "      <td>1637.224971</td>\n",
       "      <td>3030.874323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>50</td>\n",
       "      <td>450</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200389</td>\n",
       "      <td>265.636019</td>\n",
       "      <td>3454.389302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>50</td>\n",
       "      <td>350</td>\n",
       "      <td>0</td>\n",
       "      <td>0.165908</td>\n",
       "      <td>7.951511</td>\n",
       "      <td>5025.286221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>50</td>\n",
       "      <td>300</td>\n",
       "      <td>0</td>\n",
       "      <td>0.155199</td>\n",
       "      <td>1.476967</td>\n",
       "      <td>4939.312852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>50</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>0.175103</td>\n",
       "      <td>5.476548</td>\n",
       "      <td>4770.744199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>100</td>\n",
       "      <td>950</td>\n",
       "      <td>1</td>\n",
       "      <td>0.202124</td>\n",
       "      <td>357.481641</td>\n",
       "      <td>3383.118632</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      X    Y  Facies  Porosity         Perm           AI\n",
       "0    50  900       1  0.220761   140.021266  3413.063944\n",
       "1    50  850       1  0.237154    39.837129  3074.562617\n",
       "2    50  800       1  0.234352    84.992437  2292.783358\n",
       "3    50  750       1  0.244553    90.632307  2494.848885\n",
       "4    50  700       1  0.231787   811.547979  2522.063995\n",
       "5    50  650       1  0.233280   426.992456  3964.185956\n",
       "6    50  550       1  0.234423  2398.406492  3318.885844\n",
       "7    50  500       1  0.219657  1637.224971  3030.874323\n",
       "8    50  450       1  0.200389   265.636019  3454.389302\n",
       "9    50  350       0  0.165908     7.951511  5025.286221\n",
       "10   50  300       0  0.155199     1.476967  4939.312852\n",
       "11   50  150       0  0.175103     5.476548  4770.744199\n",
       "12  100  950       1  0.202124   357.481641  3383.118632"
      ]
     },
     "execution_count": 334,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(n=13)                           # we could also use this command for a table preview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 359,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x283bcb066a0>"
      ]
     },
     "execution_count": 359,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xmin = 0.0; xmax = 1000.0               # range of x values\n",
    "ymin = 0.0; ymax = 1000.0               # range of y values\n",
    "\n",
    "xsiz = 10; ysiz = 10\n",
    "nx = 100; ny = 100\n",
    "xmn = 5; ymn = 5\n",
    "\n",
    "cmap = plt.cm.plasma                    # color map\n",
    "GSLIB.locmap(df,'X','Y','Facies',xmin,xmax,ymin,ymax,0,1,'Well Data - Facies','X(m)','Y(m)','Facies (0 - shale, 1 - sand)',cmap,'locmap_facies')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you get a package import error, you may have to first install some of these packages. This can usually be accomplished by opening up a command window on Windows and then typing 'python -m pip install [package-name]'. More assistance is available with the respective package docs.  \n",
    "\n",
    "#### Declare functions\n",
    "\n",
    "These are some of the functions from GeostatsPy required by the new program.  We will declare them here and then in the future integrate the new indicator kriging program into the package properly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "metadata": {},
   "outputs": [],
   "source": [
    "def setup_rotmat(c0, nst, it, cc, ang, pmx):\n",
    "\n",
    "    PI = 3.141_592_65\n",
    "    DTOR = PI / 180.0\n",
    "\n",
    "    # The first time around, re-initialize the cosine matrix for the variogram\n",
    "    # structures\n",
    "    rotmat = np.zeros((4, nst))\n",
    "    maxcov = c0\n",
    "    for js in range(0, nst):\n",
    "        azmuth = (90.0 - ang[js]) * DTOR\n",
    "        rotmat[0, js] = math.cos(azmuth)\n",
    "        rotmat[1, js] = math.sin(azmuth)\n",
    "        rotmat[2, js] = -1 * math.sin(azmuth)\n",
    "        rotmat[3, js] = math.cos(azmuth)\n",
    "        if it[js] == 4:\n",
    "            maxcov = maxcov + pmx\n",
    "        else:\n",
    "            maxcov = maxcov + cc[js]\n",
    "    return rotmat, maxcov\n",
    "\n",
    "def ksol_numpy(neq, a, r):\n",
    "    a = a[0: neq * neq]  # trim the array\n",
    "    a = np.reshape(a, (neq, neq))  # reshape to 2D\n",
    "    ainv = linalg.inv(a)  # invert matrix\n",
    "    r = r[0: neq]  # trim the array\n",
    "    s = np.matmul(ainv, r)  # matrix multiplication\n",
    "    return s\n",
    "\n",
    "def cova2(x1, y1, x2, y2, nst, c0, pmx, cc, aa, it, ang, anis, rotmat, maxcov):\n",
    "    EPSLON = 0.000_000\n",
    "    # Check for very small distance\n",
    "    dx = x2 - x1\n",
    "    dy = y2 - y1\n",
    "    if (dx * dx + dy * dy) < EPSLON:\n",
    "        cova2_ = maxcov\n",
    "        return cova2_\n",
    "\n",
    "    # Non-zero distance, loop over all the structures\n",
    "    cova2_ = 0.0\n",
    "    for js in range(0, nst):\n",
    "        # Compute the appropriate structural distance\n",
    "        dx1 = dx * rotmat[0, js] + dy * rotmat[1, js]\n",
    "        dy1 = (dx * rotmat[2, js] + dy * rotmat[3, js]) / anis[js]\n",
    "        h = math.sqrt(max((dx1 * dx1 + dy1 * dy1), 0.0))\n",
    "#        print('cova h'); print(h)\n",
    "        if it[js] == 1:\n",
    "            # Spherical model\n",
    "            hr = h / aa[js]\n",
    "            if hr < 1.0:\n",
    "                cova2_ = cova2_ + cc[js] * (1.0 - hr * (1.5 - 0.5 * hr * hr))\n",
    "        elif it[js] == 2:\n",
    "            # Exponential model\n",
    "            cova2_ = cova2_ + cc[js] * np.exp(-3.0 * h / aa[js])\n",
    "        elif it[js] == 3:\n",
    "            # Gaussian model\n",
    "            hh = -3.0 * (h * h) / (aa[js] * aa[js])\n",
    "            cova2_ = cova2_ + cc[js] * np.exp(hh)\n",
    "        elif it[js] == 4:\n",
    "            # Power model\n",
    "            cov1 = pmx - cc[js] * (h ** aa[js])\n",
    "            cova2_ = cova2_ + cov1\n",
    "    return cova2_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is the new indicator kriging program along with a couple of supporting functions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 426,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.spatial as sp         # for fast nearest nearbour search\n",
    "import math  # for trig functions etc.\n",
    "import numpy.linalg as linalg  # for linear algebra\n",
    "\n",
    "def correct_trend(trend):\n",
    "    ny = trend.shape[0]\n",
    "    nx = trend.shape[1]\n",
    "    ncut = trend.shape[2]\n",
    "    for iy in range(0,ny):\n",
    "        for ix in range(0,nx):\n",
    "            sum = 0.0\n",
    "            for ic in range(0,ncut):\n",
    "                sum = sum + trend[iy,ix,ic]\n",
    "            if sum > 0.0:\n",
    "                for icut in range(0,ncut):\n",
    "                    trend[iy,ix,ic] = trend[iy,ix,ic] / sum\n",
    "    return trend\n",
    "\n",
    "def ordrel(ivtype,ncut,ccdf):\n",
    "#    print('input ordering relations'); print(ccdf)\n",
    "    ccdfo = np.zeros(ncut)\n",
    "    ccdf1 = np.zeros(ncut)\n",
    "    ccdf2 = np.zeros(ncut) # do we need MAXCUT = 100 for these 2?\n",
    "\n",
    "# Make sure conditional cdf is within [0,1]:\n",
    "    for i in range(0,ncut):\n",
    "        if ccdf[i] < 0.0:\n",
    "            ccdf1[i] = 0.0\n",
    "            ccdf2[i] = 0.0\n",
    "        elif ccdf[i] > 1.0:\n",
    "            ccdf1[i] = 1.0\n",
    "            ccdf2[i] = 1.0\n",
    "        else:\n",
    "            ccdf1[i] = ccdf[i]\n",
    "            ccdf2[i] = ccdf[i]\n",
    "#    print('ordering relations'); print(ccdf1,ccdf2)\n",
    "\n",
    "# Correct sequentially up, then down, and then average:\n",
    "    if ivtype == 0:\n",
    "        sumcdf = 0.0\n",
    "        for i in range(0,ncut):\n",
    "            sumcdf = sumcdf + ccdf1[i]\n",
    "        if sumcdf <= 0.0: sumcdf = 1.0\n",
    "        for i in range(0,ncut):\n",
    "            ccdfo[i] = ccdf1[i] / sumcdf\n",
    "    else:\n",
    "        for i in range(1,ncut):\n",
    "            if ccdf1[i] < ccdf1[i-1]: ccdf1[i] = ccdf1[i-1]\n",
    "        for i in range(ncut-2,0,-1):\n",
    "            if ccdf2[i] > ccdf2[i+1]: ccdf2[i] = ccdf2[i+1]\n",
    "        for i in range(0,ncut):\n",
    "            ccdfo[i] = 0.5*(ccdf1[i]+ccdf2[i])\n",
    "\n",
    "# Return with corrected CDF:\n",
    "    return ccdfo\n",
    "\n",
    "\n",
    "def ik2d(df,xcol,ycol,vcol,ivtype,koption,ncut,thresh,gcdf,trend,tmin,tmax,nx,xmn,xsiz,ny,ymn,ysiz,\n",
    "         ndmin,ndmax,radius,ktype,vario): \n",
    "\n",
    "# Find the needed paramters:\n",
    "    PMX = 9999.9\n",
    "    MAXSAM = ndmax + 1\n",
    "    MAXEQ = MAXSAM + 1\n",
    "    mik = 0  # full indicator kriging\n",
    "    use_trend = False\n",
    "    if trend.shape[0] == nx and trend.shape[1] == ny and trend.shape[2] == ncut: use_trend = True\n",
    "    \n",
    "# load the variogram\n",
    "    MAXNST = 2\n",
    "    nst = np.zeros(ncut,dtype=int); c0 = np.zeros(ncut); cc = np.zeros((MAXNST,ncut)) \n",
    "    aa = np.zeros((MAXNST,ncut),dtype=int); it = np.zeros((MAXNST,ncut),dtype=int) \n",
    "    ang = np.zeros((MAXNST,ncut)); anis = np.zeros((MAXNST,ncut))\n",
    "\n",
    "    for icut in range(0,ncut):\n",
    "        nst[icut] = int(vario[icut]['nst'])\n",
    "        c0[icut] = vario[icut]['nug']; cc[0,icut] = vario[icut]['cc1']; it[0,icut] = vario[icut]['it1']; \n",
    "        ang[0,icut] = vario[icut]['azi1']; \n",
    "        aa[0,icut] = vario[icut]['hmaj1']; anis[0,icut] = vario[icut]['hmin1']/vario[icut]['hmaj1'];\n",
    "        if nst[icut] == 2:\n",
    "            cc[1,icut] = vario[icut]['cc2']; it[1,icut] = vario[icut]['it2']; ang[1,icut] = vario[icut]['azi2']; \n",
    "            aa[1,icut] = vario[icut]['hmaj2']; anis[1,icut] = vario[icut]['hmin2']/vario[icut]['hmaj2'];\n",
    "\n",
    "# Load the data\n",
    "    df_extract = df.loc[(df[vcol] >= tmin) & (df[vcol] <= tmax)]    # trim values outside tmin and tmax\n",
    "    MAXDAT = len(df_extract)\n",
    "    MAXCUT = ncut\n",
    "    MAXNST = 2\n",
    "    MAXROT = MAXNST*MAXCUT+ 1\n",
    "    ikout = np.zeros((nx,ny,ncut))\n",
    "    maxcov = np.zeros(ncut)\n",
    "            \n",
    "    # Allocate the needed memory:   \n",
    "    xa = np.zeros(MAXSAM)\n",
    "    ya = np.zeros(MAXSAM)\n",
    "    vra = np.zeros(MAXSAM)\n",
    "    dist = np.zeros(MAXSAM)\n",
    "    nums = np.zeros(MAXSAM)\n",
    "    r = np.zeros(MAXEQ)\n",
    "    rr = np.zeros(MAXEQ)\n",
    "    s = np.zeros(MAXEQ)\n",
    "    a = np.zeros(MAXEQ*MAXEQ)\n",
    "    ikmap = np.zeros((nx,ny,ncut))\n",
    "    vr = np.zeros((MAXDAT,MAXCUT+1))\n",
    "    \n",
    "    nviol = np.zeros(MAXCUT)\n",
    "    aviol = np.zeros(MAXCUT)\n",
    "    xviol = np.zeros(MAXCUT)\n",
    "    \n",
    "    ccdf = np.zeros(ncut)\n",
    "    ccdfo = np.zeros(ncut)\n",
    "    ikout = np.zeros((nx,ny,ncut))\n",
    "    \n",
    "    x = df_extract[xcol].values\n",
    "    y = df_extract[ycol].values\n",
    "    v = df_extract[vcol].values\n",
    "    \n",
    "# The indicator data are constructed knowing the thresholds and the\n",
    "# data value.\n",
    "    \n",
    "    if ivtype == 0:\n",
    "        for icut in range(0,ncut): \n",
    "            vr[:,icut] = np.where((v <= thresh[icut] + 0.5) & (v > thresh[icut] - 0.5), '1', '0')\n",
    "    else:\n",
    "        for icut in range(0,ncut): \n",
    "            vr[:,icut] = np.where(v <= thresh[icut], '1', '0')\n",
    "    vr[:,ncut] = v\n",
    "\n",
    "# Make a KDTree for fast search of nearest neighbours   \n",
    "    dp = list((y[i], x[i]) for i in range(0,MAXDAT))\n",
    "    data_locs = np.column_stack((y,x))\n",
    "    tree = sp.cKDTree(data_locs, leafsize=16, compact_nodes=True, copy_data=False, balanced_tree=True)\n",
    "    \n",
    "# Summary statistics of the input data\n",
    "    \n",
    "    avg = vr[:,ncut].mean()\n",
    "    stdev = vr[:,ncut].std()\n",
    "    ss = stdev**2.0\n",
    "    vrmin = vr[:,ncut].min()\n",
    "    vrmax = vr[:,ncut].max()\n",
    "    print('Data for IK3D: Variable column ' + str(vcol))\n",
    "    print('  Number   = ' + str(MAXDAT))\n",
    "    ndh = MAXDAT\n",
    "    \n",
    "    actloc = np.zeros(MAXDAT, dtype = int)\n",
    "    for i in range(1,MAXDAT):\n",
    "        actloc[i] = i\n",
    "    \n",
    "# Set up the rotation/anisotropy matrices that are needed for the\n",
    "# variogram and search:\n",
    "\n",
    "    print('Setting up rotation matrices for variogram and search')\n",
    "    radsqd = radius * radius\n",
    "    rotmat = []\n",
    "    for ic in range(0,ncut):  \n",
    "        rotmat_temp, maxcov[ic] = setup_rotmat(c0[ic],int(nst[ic]),it[:,ic],cc[:,ic],ang[:,ic],9999.9)\n",
    "        rotmat.append(rotmat_temp)    \n",
    "# Initialize accumulators:  # not setup yet\n",
    "    nk = 0\n",
    "    xk = 0.0\n",
    "    vk = 0.0\n",
    "    for icut in range (0,ncut):\n",
    "        nviol[icut] =  0\n",
    "        aviol[icut] =  0.0\n",
    "        xviol[icut] = -1.0\n",
    "    nxy   = nx*ny\n",
    "    print('Working on the kriging')\n",
    "\n",
    "# Report on progress from time to time:\n",
    "    if koption == 0: \n",
    "        nxy   = nx*ny\n",
    "        nloop = nxy\n",
    "        irepo = max(1,min((nxy/10),10000))\n",
    "    else:\n",
    "        nloop = 10000000\n",
    "        irepo = max(1,min((nd/10),10000))\n",
    "    ddh = 0.0\n",
    "    \n",
    "# MAIN LOOP OVER ALL THE BLOCKS IN THE GRID:\n",
    "    for index in range(0,nloop):\n",
    "      \n",
    "        if (int(index/irepo)*irepo) == index: print('   currently on estimate ' + str(index))\n",
    "    \n",
    "        if koption == 0:\n",
    "            iy   = int((index)/nx) \n",
    "            ix   = index - (iy)*nx\n",
    "            xloc = xmn + (ix)*xsiz\n",
    "            yloc = ymn + (iy)*ysiz\n",
    "        else:\n",
    "            ddh = 0.0\n",
    "            # TODO: pass the cross validation value\n",
    "\n",
    "# Find the nearest samples within each octant: First initialize the counter arrays:\n",
    "        na = -1   # accounting for 0 as first index\n",
    "        dist.fill(1.0e+20)\n",
    "        nums.fill(-1)\n",
    "        current_node = (yloc,xloc)\n",
    "        dist, close = tree.query(current_node,ndmax) # use kd tree for fast nearest data search\n",
    "        # remove any data outside search radius\n",
    "        close = close[dist<radius]\n",
    "        dist = dist[dist<radius] \n",
    "        nclose = len(dist) \n",
    "\n",
    "# Is there enough samples?\n",
    "\n",
    "        if nclose < ndmin:   # accounting for min index of 0\n",
    "            for i in range(0,ncut):\n",
    "                ccdfo[i] = UNEST\n",
    "            print('UNEST at ' + str(ix) + ',' + str(iy))\n",
    "        else:         \n",
    "\n",
    "# Loop over all the thresholds/categories:\n",
    "            for ic in range(0,ncut):\n",
    "                krig = True\n",
    "                if mik == 1 and ic >= 1: krig = False\n",
    "\n",
    "# Identify the close data (there may be a different number of data at\n",
    "# each threshold because of constraint intervals); however, if\n",
    "# there are no constraint intervals then this step can be avoided.\n",
    "                nca = -1\n",
    "                for ia in range(0,nclose):\n",
    "                    j  = int(close[ia]+0.5)\n",
    "                    ii = actloc[j]\n",
    "                    accept = True\n",
    "                    if koption != 0 and (abs(x[j]-xloc) + abs(y[j]-yloc)).lt.EPSLON: accept = False\n",
    "                    if accept:\n",
    "                        nca = nca + 1\n",
    "                        vra[nca] = vr[ii,ic]\n",
    "                        xa[nca]  = x[j]\n",
    "                        ya[nca]  = y[j]\n",
    "\n",
    "# If there are no samples at this threshold then use the global cdf:\n",
    "                if nca == -1:\n",
    "                    if use_trend:\n",
    "                        ccdf[ic] = trend[ny-iy-1,ix,ic]\n",
    "                    else:\n",
    "                        ccdf[ic] = gcdf[ic]\n",
    "                else:\n",
    "            \n",
    "# Now, only load the variogram, build the matrix,... if kriging:\n",
    "                    neq = nclose + ktype\n",
    "                    na = nclose\n",
    "\n",
    "# Set up kriging matrices:\n",
    "                    iin=-1 # accounting for first index of 0\n",
    "                    for j in range(0,na):\n",
    "# Establish Left Hand Side Covariance Matrix:\n",
    "                        for i in range(0,na):  # was j - want full matrix                    \n",
    "                            iin = iin + 1\n",
    "                            a[iin] = cova2(xa[i],ya[i],xa[j],ya[j],nst[ic],c0[ic],PMX,cc[:,ic],aa[:,ic],it[:,ic],ang[:,ic],anis[:,ic],rotmat[ic],maxcov[ic]) \n",
    "                        if ktype == 1:\n",
    "                            iin = iin + 1\n",
    "                            a[iin] = maxcov[ic]            \n",
    "                        r[j] = cova2(xloc,yloc,xa[j],ya[j],nst[ic],c0[ic],PMX,cc[:,ic],aa[:,ic],it[:,ic],ang[:,ic],anis[:,ic],rotmat[ic],maxcov[ic]) \n",
    "    \n",
    "# Set the unbiasedness constraint:\n",
    "                    if ktype == 1:\n",
    "                        for i in range(0,na):\n",
    "                            iin = iin + 1\n",
    "                            a[iin] = maxcov[ic]\n",
    "                        iin      = iin + 1\n",
    "                        a[iin]   = 0.0\n",
    "                        r[neq-1]  = maxcov[ic]\n",
    "                        rr[neq-1] = r[neq]\n",
    "# Solve the system:\n",
    "                    if neq == 1:\n",
    "                        ising = 0.0\n",
    "                        s[0]  = r[0] / a[0]\n",
    "                    else:\n",
    "                        s = ksol_numpy(neq,a,r)\n",
    "\n",
    "# Finished kriging (if it was necessary):\n",
    "\n",
    "# Compute Kriged estimate of cumulative probability:\n",
    "                    sumwts   = 0.0\n",
    "                    ccdf[ic] = 0.0\n",
    "                    for i in range(0,nclose):\n",
    "                        ccdf[ic] = ccdf[ic] + vra[i]*s[i]\n",
    "                        sumwts   = sumwts   + s[i]\n",
    "                    if ktype == 0: \n",
    "                        if use_trend == True:\n",
    "                            ccdf[ic] = ccdf[ic] + (1.0-sumwts)*trend[ny-iy-1,ix,ic]\n",
    "                        else:\n",
    "                            ccdf[ic] = ccdf[ic] + (1.0-sumwts)*gcdf[ic]\n",
    "\n",
    "# Keep looping until all the thresholds are estimated:\n",
    " \n",
    "# Correct and write the distribution to the output file:\n",
    "            nk = nk + 1\n",
    "            ccdfo = ordrel(ivtype,ncut,ccdf)\n",
    "        \n",
    "# Write the IK CCDF for this grid node:\n",
    "            if koption == 0:\n",
    "                 ikout[ny-iy-1,ix,:] = ccdfo\n",
    "            else:\n",
    "                 print('TBD')\n",
    "    return ikout  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this example lets just assume the indicator variograms for the 2 facies, 0 is shale and 1 is sand.  We declare a list and then add the variograms in the order of the categories in the thresh and global cdf arrays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 427,
   "metadata": {},
   "outputs": [],
   "source": [
    "ncut = 2                                   # number of facies\n",
    "thresh = [0,1]                             # the facies categories\n",
    "gcdf = [0.4,0.6]                           # the global proportions of the categories\n",
    "varios = []                                # the variogram list\n",
    "varios.append(make_variogram(nug=0.0,nst=1,it1=1,cc1=1.0,azi1=0,hmaj1=50,hmin1=40)) # shale indicator variogram\n",
    "varios.append(make_variogram(nug=0.0,nst=1,it1=1,cc1=1.0,azi1=0,hmaj1=50,hmin1=40)) # sand indicator variogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's just specify the other kriging parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 428,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "nxdis = 1; nydis = 1                       # block kriging discretizations, 1 for point kriging\n",
    "ndmin = 0; ndmax = 10                      # minimum and maximum data for kriging \n",
    "radius = 100                                # maximum search distance\n",
    "ktype = 1                                  # kriging type, 0 - simple, 1 - ordinary\n",
    "ivtype = 0                                 # variable type, 0 - categorical, 1 - continuous\n",
    "tmin = -999; tmax = 999;                   # data trimming limits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's make a very simple trend model just based on the x coordinate and correct the trend to sum to one.  See I'm only modifying the shale proportion and using the correction to adjust the sand.  This is quite ad hoc and just for demonstration. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 429,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trend = np.zeros((nx,ny,ncut)); trend[:,:,0] = 0.8; trend[:,:,1] = 0.2\n",
    "for iy in range(0,ny):\n",
    "    for ix in range(0,nx):\n",
    "        trend[iy,ix,0] = 0.4 + (ix/nx) * 0.3\n",
    "trend = correct_trend(trend)\n",
    "\n",
    "plt.subplot(121)\n",
    "GSLIB.pixelplt_st(trend[:,:,0],xmin,xmax,ymin,ymax,xsiz,0.0,1.0,'Shale Trend','X(m)','Y(m)','Shale Probability',cmap)\n",
    "\n",
    "plt.subplot(122)\n",
    "GSLIB.pixelplt_st(trend[:,:,1],xmin,xmax,ymin,ymax,xsiz,0.0,1.0,'Sand Trend','X(m)','Y(m)','Sand Probability',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=1.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we are ready to perform indicator kriging."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 430,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data for IK3D: Variable column Facies\n",
      "  Number   = 480\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on the kriging\n",
      "   currently on estimate 0\n",
      "   currently on estimate 1000\n",
      "   currently on estimate 2000\n",
      "   currently on estimate 3000\n",
      "   currently on estimate 4000\n",
      "   currently on estimate 5000\n",
      "   currently on estimate 6000\n",
      "   currently on estimate 7000\n",
      "   currently on estimate 8000\n",
      "   currently on estimate 9000\n"
     ]
    }
   ],
   "source": [
    "ikmap = ik2d(df,'X','Y','Facies',ivtype,0,2,thresh,gcdf,trend,tmin,tmax,nx,xmn,xsiz,ny,ymn,ysiz,\n",
    "         ndmin,ndmax,radius,ktype,vario=varios)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what we just calculated. Recall with indicato-based methods, we do not get a single estimate nor realization, but the entire local CDF.  In this case we get the probabability of shale and sand at all locations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 431,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(221)\n",
    "GSLIB.locpix_st(ikmap[:,:,0],xmin,xmax,ymin,ymax,xsiz,0.0,1.0,df,'X','Y','Facies','Probability Shale','X(m)','Y(m)','Probability Facies',cmap)\n",
    "\n",
    "plt.subplot(222)\n",
    "GSLIB.locpix_st(ikmap[:,:,1],xmin,xmax,ymin,ymax,xsiz,0.0,1.0,df,'X','Y','Facies','Probability Sand','X(m)','Y(m)','Probability Facies',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=2.5, wspace=0.2, hspace=0.2)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I hope you find this code and demonstration useful. I'm always happy to discuss geostatistics, statistical modeling, uncertainty modeling and machine learning,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "**Michael Pyrcz**, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin\n",
    "On Twitter I'm the **GeostatsGuy** and on YouTube my lectures are on the channel, **GeostatsGuy Lectures**."
   ]
  }
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